Identification of pre-processing technique for enhancement of mammogram images

J Sharma, JK Rai, RP Tewari - 2014 International Conference …, 2014 - ieeexplore.ieee.org
J Sharma, JK Rai, RP Tewari
2014 International Conference on Medical Imaging, m-Health and …, 2014ieeexplore.ieee.org
This paper presents an analysis and identification of image pre-processing techniques
suitable for mammogram images. Pre-processing is one of the preliminary stages used for
mammogram image enhancement to aid an early identification of suspicious lesions and
micro calcifications. Nine image preprocessing techniques are considered here for
mammogram images. These techniques are implemented using Matlab. The results
obtained are compared on the basis of Peak Signal to Noise Ratio (PSNR) for a set of 30 …
This paper presents an analysis and identification of image pre-processing techniques suitable for mammogram images. Pre-processing is one of the preliminary stages used for mammogram image enhancement to aid an early identification of suspicious lesions and micro calcifications. Nine image preprocessing techniques are considered here for mammogram images. These techniques are implemented using Matlab. The results obtained are compared on the basis of Peak Signal to Noise Ratio (PSNR) for a set of 30 mammogram images. A high value of PSNR indicates better suitability of the pre-processing technique for further image processing. Anisotropic diffusion and Median filtering are suitable for noise removal. Power-law transformation, morphological processing, and un-sharp masking are giving better enhancement results in terms of achieved PSNR values as compared to other pre-processing techniques analyzed here. These identified pre-processing techniques, chosen carefully may give better results for further identification of masses, calcification, architectural distortion, bilateral asymmetry and aid in early detection of breast cancer.
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